Kim Seonghyeon

stylegan2-pytorch. Implementation of Analyzing and Improving the Image Quality of StyleGAN (StyleGAN 2) in PyTorch

vq-vae-2-pytorch. Implementation of Generating Diverse High-Fidelity Images with VQ-VAE-2 in PyTorch

style-based-gan-pytorch. Implementation A Style-Based Generator Architecture for Generative Adversarial Networks in PyTorch

glow-pytorch. PyTorch implementation of Glow

alias-free-gan-pytorch. Unofficial implementation of Alias-Free Generative Adversarial Networks. (https://arxiv.org/abs/2106.12423) in PyTorch

denoising-diffusion-pytorch. Implementation of Denoising Diffusion Probabilistic Models in PyTorch

ml-papers. My collection of machine learning papers

swapping-autoencoder-pytorch. Unofficial implementation of Swapping Autoencoder for Deep Image Manipulation (https://arxiv.org/abs/2007.00653) in PyTorch

mac-network-pytorch. Memory, Attention and Composition (MAC) Network for CLEVR implemented in PyTorch

vision-transformers-pytorch. Implementation of various Vision Transformers I found interesting

adaptive-softmax-pytorch. Adaptive Softmax implementation for PyTorch

sagan-pytorch. Self-Attention Generative Adversarial Networks Implementation in PyTorch

igebm-pytorch. Implicit Generation and Generalization in Energy Based Models in PyTorch

depthwise-conv-pytorch. Faster depthwise convolutions for PyTorch

progressive-gan-pytorch. Implemetatin of Progressive Growing of GANs in PyTorch

relation-networks-pytorch. Relation Networks for CLEVR implemented in PyTorch

ocr-pytorch. Object-Contextual Representations for Semantic Segmentation in PyTorch

imputer-pytorch. Implementation of Imputer: Sequence Modelling via Imputation and Dynamic Programming in PyTorch

fcos-pytorch. Re-implementation of FCOS for personal study

knotter. Implementation of Mapper algorithm for Topological Data Analysis

semantic-pyramid-pytorch. Implementation of Semantic Pyramid for Image Generation (https://arxiv.org/abs/2003.06221) in PyTorch

id-gan-pytorch. Information Distillation Generative Adversrial Network in PyTorch

nerf-pytorch. Python

tensorfn. Weakly opinionated library for implementing ML models. Less boilerplate, More rigor

taming-transformers-pytorch. Implementation of Taming Transformers for High-Resolution Image Synthesis (https://arxiv.org/abs/2012.09841) in PyTorch

film-pytorch. Just another implementation of FiLM in PyTorch

halite. Acceleration framework for Human Alignment Learning

instant-ngp-pytorch. Study for Instant neural graphics primitives (Unofficial)

melgan-pytorch. MelGAN and Tacotron 2 in PyTorch

zeropipe. Experiments with Pipeline Parallelism

meshfn. Framework for Human Alignment Learning

nansy-pytorch. Unofficial implementation of Neural Analysis and Synthesis

sarigan-pytorch. Unofficial implementation of Learning Semantic-aware Normalization for Generative Adversarial Networks (SariGAN) in PyTorch

arxiv-sanity. arXiv feed tool that heavily inspired by Arxiv Sanity Preserver

lvpga-pytorch. Implementation of Perceptual Generative Autoencoders in PyTorch

esrgan-pytorch. ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks in PyTorch

VoVNet-Detectron. Detectron with VoVNet(CVPRW'19) backbone networks

DeepSpeed. DeepSpeed is a deep learning optimization library that makes distributed training and inference easy, efficient, and effective.

sujip. Non-opionated utility library for PyTorch

semantic-segmentation. Nvidia Semantic Segmentation monorepo

maskrcnn-pytorch. Re-implementation of Mask R-CNN for personal study

text-to-text-transfer-transformer. Code for the paper "Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer"

small-logan-pytorch. Small-GAN and LOGAN in PyTorch

inductive-moment-matching. Attempt to replicate Inductive Moment Matching (https://arxiv.org/abs/2503.07565)

dockerfiles. dockerfiles

nanodo. Python

Megatron-DeepSpeed. Ongoing research training transformer language models at scale, including: BERT & GPT-2

rosinality.github.io. HTML

alias-free-vae. Experiments on whether reducing aliasing in VAEs or image tokenizers is beneficial

langfn. A DSL for LLMs

pygoreadability. Python bindings for go-readability (https://github.com/go-shiori/go-readability)

cpython. The Python programming language

synapticmap. Synaptic Map - Simple mindmapping program with directional connections

malmo-challenge. Task and example code for the Malmo Collaborative AI Challenge

stylegan2-ada. StyleGAN2 with adaptive discriminator augmentation (ADA) - Official TensorFlow implementation

usrnet-pytorch. Reimplementation of Deep Unfolding Network for Image Super-Resolution for self study.